Police said visibility was very low at the time due to a dense fog. The car hit the bike near Subhash Nagar railway under-bridge.
Hyder Ali (40) was killed on the spot while his wife Parveen (35) was seriously injured. The car driver, yet to be identified, fled.
Hyder taught at LNCT Engineering College.
Police are conducting further probe.